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In the difficult case of sedans vs vans vs taxis, we achieved an accuracy of 90.00%.
In the difficult case when all three vehicle classes were considered, we achieved an accuracy of 86.04%.
In the difficult case of sedans vs taxis, we achieved a 97.57% accuracy using PCA + DFVS which is higher than any published results using this dataset [6, 7].
Equation (21) shows that in the difficult case of large dimensional system, one needs to allocate the same total energy to pilots and to data symbols, i.e., N 1 σ P t 2 ≈ N 2 σ w t 2. In other words, we should give similar importance (in terms of power allocation) to the channel estimation and to the data detection.
We observed that PCA + DIVS approach works better when the classes have more inter-class variation, e.g., cars vs vans, and PCA + DFVS seems to work better even in the difficult case of sedans vs taxis when inter-class variation is low.
The median value for the total number of diagnoses is 5 for the computer and 4 for paper and pencil in the difficult case.
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Although the original intention of Regge was to construct techniques for solving the equations of GRT in the "difficult" cases, i.e., where there is no symmetry present and perturbation theory is not applicable.
We have evaluated our method on a standard benchmark (the queuing model Our results demonstrate that: in most of the cases the solution of the approximate model converges quickly to the solution of the exact model, in the difficult cases (e.g. an heavy load on the queue) our method is more robust than the previous ones.
This means that fewer diagnoses and fewer incorrect diagnoses were produced with more training hours in DSM for the difficult case using paper and pencil.
"Is she on TV because of her record in office, because of the difficult cases she's prosecuted?
Luckily even in the most difficult case, the moose leaves behind a few of its own hairs lying behind hoofprints or snagged on the tips of branches.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com